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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>report_date</th>\n",
       "      <th>tBalance</th>\n",
       "      <th>yBalance</th>\n",
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      ],
      "text/plain": [
       "         user_id report_date  tBalance  yBalance  total_purchase_amt  \\\n",
       "0              1  2014-08-05     20385     20383                   2   \n",
       "1              1  2014-08-08     20391     20389                   2   \n",
       "2              1  2014-08-11     20397     20395                   2   \n",
       "3              1  2014-08-14     20403     20401                   2   \n",
       "4              1  2014-08-17     20409     20407                   2   \n",
       "...          ...         ...       ...       ...                 ...   \n",
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       "2840420    28035  2014-03-05         0         0                   0   \n",
       "\n",
       "         direct_purchase_amt  purchase_bal_amt  purchase_bank_amt  \\\n",
       "0                          0                 0                  0   \n",
       "1                          0                 0                  0   \n",
       "2                          0                 0                  0   \n",
       "3                          0                 0                  0   \n",
       "4                          0                 0                  0   \n",
       "...                      ...               ...                ...   \n",
       "2840416                    0                 0                  0   \n",
       "2840417                    0                 0                  0   \n",
       "2840418                    0                 0                  0   \n",
       "2840419                    0                 0                  0   \n",
       "2840420                    0                 0                  0   \n",
       "\n",
       "         total_redeem_amt  consume_amt  transfer_amt  tftobal_amt  \\\n",
       "0                       0            0             0            0   \n",
       "1                       0            0             0            0   \n",
       "2                       0            0             0            0   \n",
       "3                       0            0             0            0   \n",
       "4                       0            0             0            0   \n",
       "...                   ...          ...           ...          ...   \n",
       "2840416                 0            0             0            0   \n",
       "2840417             12500        12500             0            0   \n",
       "2840418                 0            0             0            0   \n",
       "2840419             31732            0         31732            0   \n",
       "2840420                 0            0             0            0   \n",
       "\n",
       "         tftocard_amt  share_amt  category1  category2  category3  category4  \n",
       "0                   0          2        NaN        NaN        NaN        NaN  \n",
       "1                   0          2        NaN        NaN        NaN        NaN  \n",
       "2                   0          2        NaN        NaN        NaN        NaN  \n",
       "3                   0          2        NaN        NaN        NaN        NaN  \n",
       "4                   0          2        NaN        NaN        NaN        NaN  \n",
       "...               ...        ...        ...        ...        ...        ...  \n",
       "2840416             0         61        NaN        NaN        NaN        NaN  \n",
       "2840417             0         60        0.0        0.0        0.0    12500.0  \n",
       "2840418             0       2297        NaN        NaN        NaN        NaN  \n",
       "2840419         31732       2298        NaN        NaN        NaN        NaN  \n",
       "2840420             0          0        NaN        NaN        NaN        NaN  \n",
       "\n",
       "[2840421 rows x 18 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 数据加载 parse_dates自动转换时间格式\n",
    "data = pd.read_csv('user_balance_table.csv',parse_dates=['report_date'])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
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      ],
      "text/plain": [
       "             total_purchase_amt  total_redeem_amt\n",
       "report_date                                      \n",
       "2013-07-01             32488348           5525022\n",
       "2013-07-02             29037390           2554548\n",
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       "2013-07-04             18321185           6410729\n",
       "2013-07-05             11648749           2763587\n",
       "...                         ...               ...\n",
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       "2014-08-30            199708772         196374134\n",
       "2014-08-31            275090213         292943033\n",
       "\n",
       "[427 rows x 2 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_balance = data.groupby('report_date')['total_purchase_amt','total_redeem_amt'].sum()\n",
    "total_balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "             total_redeem_amt\n",
       "report_date                  \n",
       "2013-07-01            5525022\n",
       "2013-07-02            2554548\n",
       "2013-07-03            5953867\n",
       "2013-07-04            6410729\n",
       "2013-07-05            2763587\n",
       "...                       ...\n",
       "2014-08-27          468164147\n",
       "2014-08-28          297893861\n",
       "2014-08-29          273756380\n",
       "2014-08-30          196374134\n",
       "2014-08-31          292943033\n",
       "\n",
       "[427 rows x 1 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "purchase = total_balance[['total_purchase_amt']]\n",
    "redeem = total_balance[['total_redeem_amt']]\n",
    "redeem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels import api as sm \n",
    "import matplotlib.pyplot as plt\n",
    "# 对指定区间范围内的数据，进行可视化\n",
    "def plot_stl(data):\n",
    "    # STL返回三个部分：trend(趋势)，seasonal(季节)，residual(残差)\n",
    "    result = sm.tsa.seasonal_decompose(data, period=30)\n",
    "    # 可视化\n",
    "    fig = plt.figure(figsize=(12, 8))\n",
    "    ax1 = fig.add_subplot(311)\n",
    "    ax2 = fig.add_subplot(312)\n",
    "    ax3 = fig.add_subplot(313)\n",
    "    \n",
    "    result.trend.plot(ax=ax1, title='Trend')\n",
    "    result.seasonal.plot(ax=ax2,title='Seasonal')\n",
    "    result.resid.plot(ax=ax3,title='Residual')\n",
    "\n",
    "plot_stl(purchase.total_purchase_amt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(                     y         ds\n",
       " report_date                      \n",
       " 2013-07-01    32488348 2013-07-01\n",
       " 2013-07-02    29037390 2013-07-02\n",
       " 2013-07-03    27270770 2013-07-03\n",
       " 2013-07-04    18321185 2013-07-04\n",
       " 2013-07-05    11648749 2013-07-05\n",
       " ...                ...        ...\n",
       " 2014-08-27   302194801 2014-08-27\n",
       " 2014-08-28   245082751 2014-08-28\n",
       " 2014-08-29   267554713 2014-08-29\n",
       " 2014-08-30   199708772 2014-08-30\n",
       " 2014-08-31   275090213 2014-08-31\n",
       " \n",
       " [427 rows x 2 columns],\n",
       "                      y         ds\n",
       " report_date                      \n",
       " 2013-07-01     5525022 2013-07-01\n",
       " 2013-07-02     2554548 2013-07-02\n",
       " 2013-07-03     5953867 2013-07-03\n",
       " 2013-07-04     6410729 2013-07-04\n",
       " 2013-07-05     2763587 2013-07-05\n",
       " ...                ...        ...\n",
       " 2014-08-27   468164147 2014-08-27\n",
       " 2014-08-28   297893861 2014-08-28\n",
       " 2014-08-29   273756380 2014-08-29\n",
       " 2014-08-30   196374134 2014-08-30\n",
       " 2014-08-31   292943033 2014-08-31\n",
       " \n",
       " [427 rows x 2 columns])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "purchase['ds'] = purchase.index\n",
    "purchase.rename(columns={'total_purchase_amt':'y'},inplace=True)\n",
    "redeem['ds'] = redeem.index\n",
    "redeem.rename(columns={'total_redeem_amt':'y'},inplace=True)\n",
    "purchase,redeem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "purchase = purchase.reset_index(drop=True)\n",
    "redeem = redeem.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Importing plotly failed. Interactive plots will not work.\n",
      "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x1591caed048>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fbprophet import Prophet\n",
    "\n",
    "# 拟合Prophet模型\n",
    "model = Prophet(weekly_seasonality=True, seasonality_prior_scale=0.1)\n",
    "model.fit(purchase)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>trend</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>trend_lower</th>\n",
       "      <th>trend_upper</th>\n",
       "      <th>additive_terms</th>\n",
       "      <th>additive_terms_lower</th>\n",
       "      <th>additive_terms_upper</th>\n",
       "      <th>weekly</th>\n",
       "      <th>weekly_lower</th>\n",
       "      <th>weekly_upper</th>\n",
       "      <th>multiplicative_terms</th>\n",
       "      <th>multiplicative_terms_lower</th>\n",
       "      <th>multiplicative_terms_upper</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>-1.445073e+07</td>\n",
       "      <td>-8.551670e+07</td>\n",
       "      <td>1.546553e+08</td>\n",
       "      <td>-1.445073e+07</td>\n",
       "      <td>-1.445073e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.045300e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-07-02</td>\n",
       "      <td>-1.329583e+07</td>\n",
       "      <td>-8.552617e+07</td>\n",
       "      <td>1.480298e+08</td>\n",
       "      <td>-1.329583e+07</td>\n",
       "      <td>-1.329583e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.431651e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013-07-03</td>\n",
       "      <td>-1.214094e+07</td>\n",
       "      <td>-9.500386e+07</td>\n",
       "      <td>1.335872e+08</td>\n",
       "      <td>-1.214094e+07</td>\n",
       "      <td>-1.214094e+07</td>\n",
       "      <td>3.769959e+07</td>\n",
       "      <td>3.769959e+07</td>\n",
       "      <td>3.769959e+07</td>\n",
       "      <td>3.769959e+07</td>\n",
       "      <td>3.769959e+07</td>\n",
       "      <td>3.769959e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.555865e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-07-04</td>\n",
       "      <td>-1.098604e+07</td>\n",
       "      <td>-1.117506e+08</td>\n",
       "      <td>1.243944e+08</td>\n",
       "      <td>-1.098604e+07</td>\n",
       "      <td>-1.098604e+07</td>\n",
       "      <td>1.950475e+07</td>\n",
       "      <td>1.950475e+07</td>\n",
       "      <td>1.950475e+07</td>\n",
       "      <td>1.950475e+07</td>\n",
       "      <td>1.950475e+07</td>\n",
       "      <td>1.950475e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.518707e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013-07-05</td>\n",
       "      <td>-9.831147e+06</td>\n",
       "      <td>-1.458308e+08</td>\n",
       "      <td>7.924837e+07</td>\n",
       "      <td>-9.831147e+06</td>\n",
       "      <td>-9.831147e+06</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.772177e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>2.010433e+08</td>\n",
       "      <td>6.241068e+07</td>\n",
       "      <td>2.990551e+08</td>\n",
       "      <td>1.976144e+08</td>\n",
       "      <td>2.049871e+08</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>-1.789062e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.831527e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>2.003053e+08</td>\n",
       "      <td>1.512772e+07</td>\n",
       "      <td>2.498372e+08</td>\n",
       "      <td>1.966513e+08</td>\n",
       "      <td>2.044699e+08</td>\n",
       "      <td>-6.953694e+07</td>\n",
       "      <td>-6.953694e+07</td>\n",
       "      <td>-6.953694e+07</td>\n",
       "      <td>-6.953694e+07</td>\n",
       "      <td>-6.953694e+07</td>\n",
       "      <td>-6.953694e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.307683e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>1.995673e+08</td>\n",
       "      <td>2.154944e+07</td>\n",
       "      <td>2.580173e+08</td>\n",
       "      <td>1.956020e+08</td>\n",
       "      <td>2.040775e+08</td>\n",
       "      <td>-6.229285e+07</td>\n",
       "      <td>-6.229285e+07</td>\n",
       "      <td>-6.229285e+07</td>\n",
       "      <td>-6.229285e+07</td>\n",
       "      <td>-6.229285e+07</td>\n",
       "      <td>-6.229285e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.372744e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>1.988292e+08</td>\n",
       "      <td>1.267053e+08</td>\n",
       "      <td>3.592031e+08</td>\n",
       "      <td>1.945572e+08</td>\n",
       "      <td>2.036804e+08</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>4.490373e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.437330e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>1.980912e+08</td>\n",
       "      <td>1.346838e+08</td>\n",
       "      <td>3.694399e+08</td>\n",
       "      <td>1.935534e+08</td>\n",
       "      <td>2.031986e+08</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>4.761234e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.457036e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds         trend    yhat_lower    yhat_upper   trend_lower  \\\n",
       "0   2013-07-01 -1.445073e+07 -8.551670e+07  1.546553e+08 -1.445073e+07   \n",
       "1   2013-07-02 -1.329583e+07 -8.552617e+07  1.480298e+08 -1.329583e+07   \n",
       "2   2013-07-03 -1.214094e+07 -9.500386e+07  1.335872e+08 -1.214094e+07   \n",
       "3   2013-07-04 -1.098604e+07 -1.117506e+08  1.243944e+08 -1.098604e+07   \n",
       "4   2013-07-05 -9.831147e+06 -1.458308e+08  7.924837e+07 -9.831147e+06   \n",
       "..         ...           ...           ...           ...           ...   \n",
       "452 2014-09-26  2.010433e+08  6.241068e+07  2.990551e+08  1.976144e+08   \n",
       "453 2014-09-27  2.003053e+08  1.512772e+07  2.498372e+08  1.966513e+08   \n",
       "454 2014-09-28  1.995673e+08  2.154944e+07  2.580173e+08  1.956020e+08   \n",
       "455 2014-09-29  1.988292e+08  1.267053e+08  3.592031e+08  1.945572e+08   \n",
       "456 2014-09-30  1.980912e+08  1.346838e+08  3.694399e+08  1.935534e+08   \n",
       "\n",
       "      trend_upper  additive_terms  additive_terms_lower  additive_terms_upper  \\\n",
       "0   -1.445073e+07    4.490373e+07          4.490373e+07          4.490373e+07   \n",
       "1   -1.329583e+07    4.761234e+07          4.761234e+07          4.761234e+07   \n",
       "2   -1.214094e+07    3.769959e+07          3.769959e+07          3.769959e+07   \n",
       "3   -1.098604e+07    1.950475e+07          1.950475e+07          1.950475e+07   \n",
       "4   -9.831147e+06   -1.789062e+07         -1.789062e+07         -1.789062e+07   \n",
       "..            ...             ...                   ...                   ...   \n",
       "452  2.049871e+08   -1.789062e+07         -1.789062e+07         -1.789062e+07   \n",
       "453  2.044699e+08   -6.953694e+07         -6.953694e+07         -6.953694e+07   \n",
       "454  2.040775e+08   -6.229285e+07         -6.229285e+07         -6.229285e+07   \n",
       "455  2.036804e+08    4.490373e+07          4.490373e+07          4.490373e+07   \n",
       "456  2.031986e+08    4.761234e+07          4.761234e+07          4.761234e+07   \n",
       "\n",
       "           weekly  weekly_lower  weekly_upper  multiplicative_terms  \\\n",
       "0    4.490373e+07  4.490373e+07  4.490373e+07                   0.0   \n",
       "1    4.761234e+07  4.761234e+07  4.761234e+07                   0.0   \n",
       "2    3.769959e+07  3.769959e+07  3.769959e+07                   0.0   \n",
       "3    1.950475e+07  1.950475e+07  1.950475e+07                   0.0   \n",
       "4   -1.789062e+07 -1.789062e+07 -1.789062e+07                   0.0   \n",
       "..            ...           ...           ...                   ...   \n",
       "452 -1.789062e+07 -1.789062e+07 -1.789062e+07                   0.0   \n",
       "453 -6.953694e+07 -6.953694e+07 -6.953694e+07                   0.0   \n",
       "454 -6.229285e+07 -6.229285e+07 -6.229285e+07                   0.0   \n",
       "455  4.490373e+07  4.490373e+07  4.490373e+07                   0.0   \n",
       "456  4.761234e+07  4.761234e+07  4.761234e+07                   0.0   \n",
       "\n",
       "     multiplicative_terms_lower  multiplicative_terms_upper          yhat  \n",
       "0                           0.0                         0.0  3.045300e+07  \n",
       "1                           0.0                         0.0  3.431651e+07  \n",
       "2                           0.0                         0.0  2.555865e+07  \n",
       "3                           0.0                         0.0  8.518707e+06  \n",
       "4                           0.0                         0.0 -2.772177e+07  \n",
       "..                          ...                         ...           ...  \n",
       "452                         0.0                         0.0  1.831527e+08  \n",
       "453                         0.0                         0.0  1.307683e+08  \n",
       "454                         0.0                         0.0  1.372744e+08  \n",
       "455                         0.0                         0.0  2.437330e+08  \n",
       "456                         0.0                         0.0  2.457036e+08  \n",
       "\n",
       "[457 rows x 16 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 预测未来1个月，9月份30天\n",
    "future = model.make_future_dataframe(periods = 30)\n",
    "purchase_pred = model.predict(future)\n",
    "purchase_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(purchase_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>trend</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>trend_lower</th>\n",
       "      <th>trend_upper</th>\n",
       "      <th>additive_terms</th>\n",
       "      <th>additive_terms_lower</th>\n",
       "      <th>additive_terms_upper</th>\n",
       "      <th>weekly</th>\n",
       "      <th>weekly_lower</th>\n",
       "      <th>weekly_upper</th>\n",
       "      <th>multiplicative_terms</th>\n",
       "      <th>multiplicative_terms_lower</th>\n",
       "      <th>multiplicative_terms_upper</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>-2.497826e+07</td>\n",
       "      <td>-6.063772e+07</td>\n",
       "      <td>1.100409e+08</td>\n",
       "      <td>-2.497826e+07</td>\n",
       "      <td>-2.497826e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.405530e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-07-02</td>\n",
       "      <td>-2.409187e+07</td>\n",
       "      <td>-9.287992e+07</td>\n",
       "      <td>8.291622e+07</td>\n",
       "      <td>-2.409187e+07</td>\n",
       "      <td>-2.409187e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.308696e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013-07-03</td>\n",
       "      <td>-2.320548e+07</td>\n",
       "      <td>-7.969707e+07</td>\n",
       "      <td>8.713864e+07</td>\n",
       "      <td>-2.320548e+07</td>\n",
       "      <td>-2.320548e+07</td>\n",
       "      <td>2.490694e+07</td>\n",
       "      <td>2.490694e+07</td>\n",
       "      <td>2.490694e+07</td>\n",
       "      <td>2.490694e+07</td>\n",
       "      <td>2.490694e+07</td>\n",
       "      <td>2.490694e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.701453e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-07-04</td>\n",
       "      <td>-2.231910e+07</td>\n",
       "      <td>-1.049382e+08</td>\n",
       "      <td>7.239806e+07</td>\n",
       "      <td>-2.231910e+07</td>\n",
       "      <td>-2.231910e+07</td>\n",
       "      <td>6.128221e+06</td>\n",
       "      <td>6.128221e+06</td>\n",
       "      <td>6.128221e+06</td>\n",
       "      <td>6.128221e+06</td>\n",
       "      <td>6.128221e+06</td>\n",
       "      <td>6.128221e+06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.619088e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013-07-05</td>\n",
       "      <td>-2.143271e+07</td>\n",
       "      <td>-1.071908e+08</td>\n",
       "      <td>5.291061e+07</td>\n",
       "      <td>-2.143271e+07</td>\n",
       "      <td>-2.143271e+07</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.596608e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>2.929297e+08</td>\n",
       "      <td>2.044830e+08</td>\n",
       "      <td>3.717390e+08</td>\n",
       "      <td>2.916011e+08</td>\n",
       "      <td>2.943405e+08</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>-4.533374e+06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.883963e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>2.931100e+08</td>\n",
       "      <td>1.482753e+08</td>\n",
       "      <td>3.149270e+08</td>\n",
       "      <td>2.916968e+08</td>\n",
       "      <td>2.946236e+08</td>\n",
       "      <td>-5.850677e+07</td>\n",
       "      <td>-5.850677e+07</td>\n",
       "      <td>-5.850677e+07</td>\n",
       "      <td>-5.850677e+07</td>\n",
       "      <td>-5.850677e+07</td>\n",
       "      <td>-5.850677e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.346032e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>2.932903e+08</td>\n",
       "      <td>1.659308e+08</td>\n",
       "      <td>3.421747e+08</td>\n",
       "      <td>2.918188e+08</td>\n",
       "      <td>2.948936e+08</td>\n",
       "      <td>-3.981174e+07</td>\n",
       "      <td>-3.981174e+07</td>\n",
       "      <td>-3.981174e+07</td>\n",
       "      <td>-3.981174e+07</td>\n",
       "      <td>-3.981174e+07</td>\n",
       "      <td>-3.981174e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.534785e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>2.934706e+08</td>\n",
       "      <td>2.605764e+08</td>\n",
       "      <td>4.245627e+08</td>\n",
       "      <td>2.919162e+08</td>\n",
       "      <td>2.951697e+08</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>4.903356e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.425041e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>2.936508e+08</td>\n",
       "      <td>2.222656e+08</td>\n",
       "      <td>4.013839e+08</td>\n",
       "      <td>2.919937e+08</td>\n",
       "      <td>2.954827e+08</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>2.278317e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.164340e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds         trend    yhat_lower    yhat_upper   trend_lower  \\\n",
       "0   2013-07-01 -2.497826e+07 -6.063772e+07  1.100409e+08 -2.497826e+07   \n",
       "1   2013-07-02 -2.409187e+07 -9.287992e+07  8.291622e+07 -2.409187e+07   \n",
       "2   2013-07-03 -2.320548e+07 -7.969707e+07  8.713864e+07 -2.320548e+07   \n",
       "3   2013-07-04 -2.231910e+07 -1.049382e+08  7.239806e+07 -2.231910e+07   \n",
       "4   2013-07-05 -2.143271e+07 -1.071908e+08  5.291061e+07 -2.143271e+07   \n",
       "..         ...           ...           ...           ...           ...   \n",
       "452 2014-09-26  2.929297e+08  2.044830e+08  3.717390e+08  2.916011e+08   \n",
       "453 2014-09-27  2.931100e+08  1.482753e+08  3.149270e+08  2.916968e+08   \n",
       "454 2014-09-28  2.932903e+08  1.659308e+08  3.421747e+08  2.918188e+08   \n",
       "455 2014-09-29  2.934706e+08  2.605764e+08  4.245627e+08  2.919162e+08   \n",
       "456 2014-09-30  2.936508e+08  2.222656e+08  4.013839e+08  2.919937e+08   \n",
       "\n",
       "      trend_upper  additive_terms  additive_terms_lower  additive_terms_upper  \\\n",
       "0   -2.497826e+07    4.903356e+07          4.903356e+07          4.903356e+07   \n",
       "1   -2.409187e+07    2.278317e+07          2.278317e+07          2.278317e+07   \n",
       "2   -2.320548e+07    2.490694e+07          2.490694e+07          2.490694e+07   \n",
       "3   -2.231910e+07    6.128221e+06          6.128221e+06          6.128221e+06   \n",
       "4   -2.143271e+07   -4.533374e+06         -4.533374e+06         -4.533374e+06   \n",
       "..            ...             ...                   ...                   ...   \n",
       "452  2.943405e+08   -4.533374e+06         -4.533374e+06         -4.533374e+06   \n",
       "453  2.946236e+08   -5.850677e+07         -5.850677e+07         -5.850677e+07   \n",
       "454  2.948936e+08   -3.981174e+07         -3.981174e+07         -3.981174e+07   \n",
       "455  2.951697e+08    4.903356e+07          4.903356e+07          4.903356e+07   \n",
       "456  2.954827e+08    2.278317e+07          2.278317e+07          2.278317e+07   \n",
       "\n",
       "           weekly  weekly_lower  weekly_upper  multiplicative_terms  \\\n",
       "0    4.903356e+07  4.903356e+07  4.903356e+07                   0.0   \n",
       "1    2.278317e+07  2.278317e+07  2.278317e+07                   0.0   \n",
       "2    2.490694e+07  2.490694e+07  2.490694e+07                   0.0   \n",
       "3    6.128221e+06  6.128221e+06  6.128221e+06                   0.0   \n",
       "4   -4.533374e+06 -4.533374e+06 -4.533374e+06                   0.0   \n",
       "..            ...           ...           ...                   ...   \n",
       "452 -4.533374e+06 -4.533374e+06 -4.533374e+06                   0.0   \n",
       "453 -5.850677e+07 -5.850677e+07 -5.850677e+07                   0.0   \n",
       "454 -3.981174e+07 -3.981174e+07 -3.981174e+07                   0.0   \n",
       "455  4.903356e+07  4.903356e+07  4.903356e+07                   0.0   \n",
       "456  2.278317e+07  2.278317e+07  2.278317e+07                   0.0   \n",
       "\n",
       "     multiplicative_terms_lower  multiplicative_terms_upper          yhat  \n",
       "0                           0.0                         0.0  2.405530e+07  \n",
       "1                           0.0                         0.0 -1.308696e+06  \n",
       "2                           0.0                         0.0  1.701453e+06  \n",
       "3                           0.0                         0.0 -1.619088e+07  \n",
       "4                           0.0                         0.0 -2.596608e+07  \n",
       "..                          ...                         ...           ...  \n",
       "452                         0.0                         0.0  2.883963e+08  \n",
       "453                         0.0                         0.0  2.346032e+08  \n",
       "454                         0.0                         0.0  2.534785e+08  \n",
       "455                         0.0                         0.0  3.425041e+08  \n",
       "456                         0.0                         0.0  3.164340e+08  \n",
       "\n",
       "[457 rows x 16 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 拟合Prophet模型\n",
    "model2 = Prophet(weekly_seasonality=True, seasonality_prior_scale=0.1)\n",
    "model2.fit(redeem)\n",
    "# 预测未来1个月，9月份30天\n",
    "future = model2.make_future_dataframe(periods = 30)\n",
    "redeem_pred = model2.predict(future)\n",
    "redeem_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model2.plot(redeem_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>2014-09-01</td>\n",
       "      <td>2.643976e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>2014-09-02</td>\n",
       "      <td>2.663682e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>2014-09-03</td>\n",
       "      <td>2.557174e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>2014-09-04</td>\n",
       "      <td>2.367846e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>2014-09-05</td>\n",
       "      <td>1.986512e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>2014-09-06</td>\n",
       "      <td>1.462668e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>2014-09-07</td>\n",
       "      <td>1.527729e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>2014-09-08</td>\n",
       "      <td>2.592315e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>2014-09-09</td>\n",
       "      <td>2.612021e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>2014-09-10</td>\n",
       "      <td>2.505513e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>2014-09-11</td>\n",
       "      <td>2.316184e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>2014-09-12</td>\n",
       "      <td>1.934850e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>2014-09-13</td>\n",
       "      <td>1.411007e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>2014-09-14</td>\n",
       "      <td>1.476067e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>2014-09-15</td>\n",
       "      <td>2.540653e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>2014-09-16</td>\n",
       "      <td>2.560359e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>2014-09-17</td>\n",
       "      <td>2.453851e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>2.264523e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>2014-09-19</td>\n",
       "      <td>1.883189e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>2014-09-20</td>\n",
       "      <td>1.359345e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>2014-09-21</td>\n",
       "      <td>1.424406e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>2014-09-22</td>\n",
       "      <td>2.488991e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>2014-09-23</td>\n",
       "      <td>2.508697e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>2014-09-24</td>\n",
       "      <td>2.402189e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>2014-09-25</td>\n",
       "      <td>2.212861e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>1.831527e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>1.307683e+08</td>\n",
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       "      <th>454</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>1.372744e+08</td>\n",
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       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>2.437330e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>2.457036e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds          yhat\n",
       "427 2014-09-01  2.643976e+08\n",
       "428 2014-09-02  2.663682e+08\n",
       "429 2014-09-03  2.557174e+08\n",
       "430 2014-09-04  2.367846e+08\n",
       "431 2014-09-05  1.986512e+08\n",
       "432 2014-09-06  1.462668e+08\n",
       "433 2014-09-07  1.527729e+08\n",
       "434 2014-09-08  2.592315e+08\n",
       "435 2014-09-09  2.612021e+08\n",
       "436 2014-09-10  2.505513e+08\n",
       "437 2014-09-11  2.316184e+08\n",
       "438 2014-09-12  1.934850e+08\n",
       "439 2014-09-13  1.411007e+08\n",
       "440 2014-09-14  1.476067e+08\n",
       "441 2014-09-15  2.540653e+08\n",
       "442 2014-09-16  2.560359e+08\n",
       "443 2014-09-17  2.453851e+08\n",
       "444 2014-09-18  2.264523e+08\n",
       "445 2014-09-19  1.883189e+08\n",
       "446 2014-09-20  1.359345e+08\n",
       "447 2014-09-21  1.424406e+08\n",
       "448 2014-09-22  2.488991e+08\n",
       "449 2014-09-23  2.508697e+08\n",
       "450 2014-09-24  2.402189e+08\n",
       "451 2014-09-25  2.212861e+08\n",
       "452 2014-09-26  1.831527e+08\n",
       "453 2014-09-27  1.307683e+08\n",
       "454 2014-09-28  1.372744e+08\n",
       "455 2014-09-29  2.437330e+08\n",
       "456 2014-09-30  2.457036e+08"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "purchase2 = purchase_pred[(purchase_pred['ds'] >= '2014-09-01') & (purchase_pred['ds'] <= '2014-09-30')][['ds','yhat']]\n",
    "purchase2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>433</th>\n",
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       "      <th>434</th>\n",
       "      <td>2014-09-08</td>\n",
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       "      <th>435</th>\n",
       "      <td>2014-09-09</td>\n",
       "      <td>3.126479e+08</td>\n",
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       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>2014-09-10</td>\n",
       "      <td>3.149519e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>2014-09-11</td>\n",
       "      <td>2.963535e+08</td>\n",
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       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>2014-09-12</td>\n",
       "      <td>2.858722e+08</td>\n",
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       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>2014-09-13</td>\n",
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       "      <th>440</th>\n",
       "      <td>2014-09-14</td>\n",
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       "      <th>441</th>\n",
       "      <td>2014-09-15</td>\n",
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       "      <td>2014-09-17</td>\n",
       "      <td>3.162140e+08</td>\n",
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       "      <th>444</th>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>2.976156e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>2014-09-19</td>\n",
       "      <td>2.871342e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>2014-09-20</td>\n",
       "      <td>2.333411e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>2014-09-21</td>\n",
       "      <td>2.522165e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>2014-09-22</td>\n",
       "      <td>3.412421e+08</td>\n",
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       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>2014-09-23</td>\n",
       "      <td>3.151720e+08</td>\n",
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       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>2014-09-24</td>\n",
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       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>2014-09-25</td>\n",
       "      <td>2.988776e+08</td>\n",
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       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>2.883963e+08</td>\n",
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       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>2.346032e+08</td>\n",
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       "    <tr>\n",
       "      <th>454</th>\n",
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       "      <td>2.534785e+08</td>\n",
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       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>3.425041e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>3.164340e+08</td>\n",
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      ],
      "text/plain": [
       "            ds          yhat\n",
       "427 2014-09-01  3.374559e+08\n",
       "428 2014-09-02  3.113858e+08\n",
       "429 2014-09-03  3.136899e+08\n",
       "430 2014-09-04  2.950915e+08\n",
       "431 2014-09-05  2.846101e+08\n",
       "432 2014-09-06  2.308170e+08\n",
       "433 2014-09-07  2.496924e+08\n",
       "434 2014-09-08  3.387180e+08\n",
       "435 2014-09-09  3.126479e+08\n",
       "436 2014-09-10  3.149519e+08\n",
       "437 2014-09-11  2.963535e+08\n",
       "438 2014-09-12  2.858722e+08\n",
       "439 2014-09-13  2.320791e+08\n",
       "440 2014-09-14  2.509544e+08\n",
       "441 2014-09-15  3.399800e+08\n",
       "442 2014-09-16  3.139099e+08\n",
       "443 2014-09-17  3.162140e+08\n",
       "444 2014-09-18  2.976156e+08\n",
       "445 2014-09-19  2.871342e+08\n",
       "446 2014-09-20  2.333411e+08\n",
       "447 2014-09-21  2.522165e+08\n",
       "448 2014-09-22  3.412421e+08\n",
       "449 2014-09-23  3.151720e+08\n",
       "450 2014-09-24  3.174760e+08\n",
       "451 2014-09-25  2.988776e+08\n",
       "452 2014-09-26  2.883963e+08\n",
       "453 2014-09-27  2.346032e+08\n",
       "454 2014-09-28  2.534785e+08\n",
       "455 2014-09-29  3.425041e+08\n",
       "456 2014-09-30  3.164340e+08"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "redeem2 = redeem_pred[(redeem_pred['ds'] >= '2014-09-01') & (redeem_pred['ds'] <= '2014-09-30')][['ds','yhat']]\n",
    "redeem2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2.846101e+08</td>\n",
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       "      <td>2.496924e+08</td>\n",
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       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>20140908</td>\n",
       "      <td>2.592315e+08</td>\n",
       "      <td>3.387180e+08</td>\n",
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       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>20140909</td>\n",
       "      <td>2.612021e+08</td>\n",
       "      <td>3.126479e+08</td>\n",
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       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>20140910</td>\n",
       "      <td>2.505513e+08</td>\n",
       "      <td>3.149519e+08</td>\n",
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       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>20140911</td>\n",
       "      <td>2.316184e+08</td>\n",
       "      <td>2.963535e+08</td>\n",
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       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>20140912</td>\n",
       "      <td>1.934850e+08</td>\n",
       "      <td>2.858722e+08</td>\n",
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       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>20140913</td>\n",
       "      <td>1.411007e+08</td>\n",
       "      <td>2.320791e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>20140914</td>\n",
       "      <td>1.476067e+08</td>\n",
       "      <td>2.509544e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>20140915</td>\n",
       "      <td>2.540653e+08</td>\n",
       "      <td>3.399800e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>20140916</td>\n",
       "      <td>2.560359e+08</td>\n",
       "      <td>3.139099e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>20140917</td>\n",
       "      <td>2.453851e+08</td>\n",
       "      <td>3.162140e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>20140918</td>\n",
       "      <td>2.264523e+08</td>\n",
       "      <td>2.976156e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>20140919</td>\n",
       "      <td>1.883189e+08</td>\n",
       "      <td>2.871342e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>20140920</td>\n",
       "      <td>1.359345e+08</td>\n",
       "      <td>2.333411e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>20140921</td>\n",
       "      <td>1.424406e+08</td>\n",
       "      <td>2.522165e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>20140922</td>\n",
       "      <td>2.488991e+08</td>\n",
       "      <td>3.412421e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>20140923</td>\n",
       "      <td>2.508697e+08</td>\n",
       "      <td>3.151720e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>20140924</td>\n",
       "      <td>2.402189e+08</td>\n",
       "      <td>3.174760e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>20140925</td>\n",
       "      <td>2.212861e+08</td>\n",
       "      <td>2.988776e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>20140926</td>\n",
       "      <td>1.831527e+08</td>\n",
       "      <td>2.883963e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>20140927</td>\n",
       "      <td>1.307683e+08</td>\n",
       "      <td>2.346032e+08</td>\n",
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       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>20140928</td>\n",
       "      <td>1.372744e+08</td>\n",
       "      <td>2.534785e+08</td>\n",
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       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>20140929</td>\n",
       "      <td>2.437330e+08</td>\n",
       "      <td>3.425041e+08</td>\n",
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       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>20140930</td>\n",
       "      <td>2.457036e+08</td>\n",
       "      <td>3.164340e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "           ds  purchase_amt    redeem_amt\n",
       "427  20140901  2.643976e+08  3.374559e+08\n",
       "428  20140902  2.663682e+08  3.113858e+08\n",
       "429  20140903  2.557174e+08  3.136899e+08\n",
       "430  20140904  2.367846e+08  2.950915e+08\n",
       "431  20140905  1.986512e+08  2.846101e+08\n",
       "432  20140906  1.462668e+08  2.308170e+08\n",
       "433  20140907  1.527729e+08  2.496924e+08\n",
       "434  20140908  2.592315e+08  3.387180e+08\n",
       "435  20140909  2.612021e+08  3.126479e+08\n",
       "436  20140910  2.505513e+08  3.149519e+08\n",
       "437  20140911  2.316184e+08  2.963535e+08\n",
       "438  20140912  1.934850e+08  2.858722e+08\n",
       "439  20140913  1.411007e+08  2.320791e+08\n",
       "440  20140914  1.476067e+08  2.509544e+08\n",
       "441  20140915  2.540653e+08  3.399800e+08\n",
       "442  20140916  2.560359e+08  3.139099e+08\n",
       "443  20140917  2.453851e+08  3.162140e+08\n",
       "444  20140918  2.264523e+08  2.976156e+08\n",
       "445  20140919  1.883189e+08  2.871342e+08\n",
       "446  20140920  1.359345e+08  2.333411e+08\n",
       "447  20140921  1.424406e+08  2.522165e+08\n",
       "448  20140922  2.488991e+08  3.412421e+08\n",
       "449  20140923  2.508697e+08  3.151720e+08\n",
       "450  20140924  2.402189e+08  3.174760e+08\n",
       "451  20140925  2.212861e+08  2.988776e+08\n",
       "452  20140926  1.831527e+08  2.883963e+08\n",
       "453  20140927  1.307683e+08  2.346032e+08\n",
       "454  20140928  1.372744e+08  2.534785e+08\n",
       "455  20140929  2.437330e+08  3.425041e+08\n",
       "456  20140930  2.457036e+08  3.164340e+08"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 合并结果\n",
    "result = pd.DataFrame()\n",
    "result['ds'] = purchase2.ds\n",
    "result['purchase_amt'] = purchase2.yhat\n",
    "result['redeem_amt'] = redeem2.yhat\n",
    "result['ds'] = result['ds'].apply(lambda x: str(x).replace('-','')[0:8])\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "result.to_csv('prophet.csv', header=None, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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